{"id":"W4285403848","doi":"10.1016/j.cardfail.2022.06.007","title":"The Intersection Between Heart Failure and Critical Care Cardiology: An International Perspective on Structure, Staffing, and Design Considerations","year":2022,"lang":"en","type":"review","venue":"Journal of Cardiac Failure","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Ionis Pharmaceuticals; Medtronic; GlaxoSmithKline","keywords":"Medicine; Staffing; Triage; Multidisciplinary approach; Heart failure; Intensive care medicine; Critically ill; Population; Health care; Intensive care; Critical care nursing; Medical emergency; Nursing; Cardiology; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006341444,0.0003147851,0.001430339,0.0002769957,0.0004764011,0.0001990186,0.00009268807,0.0002908967,0.00002463717],"category_scores_gemma":[0.001269165,0.000204794,0.0006777627,0.0001298356,0.0002545134,0.0002183665,0.00007405032,0.001461364,8.404292e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005906496,"about_ca_system_score_gemma":0.0005868158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006759607,"about_ca_topic_score_gemma":0.000007816091,"domain_scores_codex":[0.9973847,0.001001602,0.0005607299,0.0003254038,0.0005296354,0.0001979573],"domain_scores_gemma":[0.9967627,0.001829189,0.0003251192,0.0002327784,0.0006438215,0.0002063711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009774917,0.0001210313,0.009363406,0.007108299,0.01823562,0.0007266168,0.01256618,0.0002183034,0.00006178782,0.02340586,0.087698,0.8395174],"study_design_scores_gemma":[0.0003544784,0.0006318169,0.001526551,0.0009831912,0.002892445,0.0009841863,0.01067757,0.000001568489,0.000002240351,0.000553049,0.9811891,0.0002038247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001024926,0.9902173,0.0001282311,0.00316316,0.003989684,0.0008919043,0.0003019687,0.00002207635,0.000260753],"genre_scores_gemma":[0.08540743,0.9069466,0.002023358,0.00007853722,0.005306211,0.0000340886,0.0001225655,0.00007113492,0.00001005365],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8934911,"threshold_uncertainty_score":0.8351258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0407229846535105,"score_gpt":0.3666430901384688,"score_spread":0.3259201054849583,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}